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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

9,354 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
330122.524civic-superagentsmcp · otherEnables querying a comprehensive data lake of Italian civic open data, returning cited facts about Italian municipalities across domains like…1 starNo one-command install · Source
330122.524cia-diagnosemcp · otheralso listed as univercityExpert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option…1 starNo one-command install · Source
330122.524nutrition-dbmcp · otherGenerates personalized 7-day meal plans based on user profile and goals, and provides daily calorie catch-up suggestions when intake falls short.1 starNo one-command install · Source
330122.524seismo-mcpmcp · otherBridges AI assistants to seismology software (ObsPy, CWP/SU, SAC, PyGMT), allowing users to process seismic waveforms and perform analysis through…1 starNo one-command install · Source
330122.524mealforgemcp · otherEnables AI-driven weekly meal planning with structured recipes, cooking steps, and grocery lists.1 starNo one-command install · Source
330122.524mood-transit-mcpmcp · otherEnables music curation that gently transitions a user's mood through three stages (Mirror, Bridge, Arrive), incorporating weather, activity, time, and…1 starNo one-command install · Source
330122.524remote-ssh-mcpmcp · otherConnects an MCP client to a remote Linux/Unix host over SSH, enabling remote shell commands, file access, port forwarding, and VS Code Remote-SSH URI…1 starNo one-command install · Source
330122.524agu-mcpmcp · other查询和分析A股数据的MCP服务器，支持实时行情、K线、技术指标、基本面和AI选股等功能。1 starNo one-command install · Source
330122.524programinglive-dev-workflowmcp · otherEnforces development workflow discipline through structured stages1 starNo one-command install · Source
330122.524anki-mcp-addonmcp · otherEnables to interact with your Anki collection through natural language, allowing you to study, edit, and analyze flashcards without external…1 starNo one-command install · Source
330122.524figjam-context-mcpmcp · otherExposes tools to ingest FigJam boards, retrieve context summaries, and answer free-form questions about the board content.1 starNo one-command install · Source
330122.524smart-gym-mcpmcp · otherConnects AI assistants to SmartGym on Mac, enabling users to review workouts, tweak routines, and build training programs in plain English, with…1 starNo one-command install · Source
330122.524linesightmcp · otherEnables AI assistants to analyze plant-floor data using OEE, Pareto, SPC, and yield-loss calculations, providing continuous-improvement insights from…1 starNo one-command install · Source
330122.524ros-2-workspace-inspector-mcpmcp · otherProvides static analysis of ROS 2 workspaces, enabling inspection of packages, dependencies, interfaces, launch files, and robot descriptions without…1 starNo one-command install · Source
330122.524rundidamcp · otherProvides running calculators, marathon data, pace calculations, race predictions, and heart rate training zones from the RunDida platform.1 starNo one-command install · Source
330122.524wquestions-mcpmcp · otherLets you model any domain (spa, barbershop, clinic, etc.) using 7 fixed axes and query it via natural language, with no per-domain schema required.1 starNo one-command install · Source
330122.524macrofactor-mcp-2mcp · otherMacroFactor MCP is a local Fueling & Recovery Decision Engine. Give your MCP client a MacroFactor export, optionally add Garmin, and ask for a…1 starNo one-command install · Source
330122.524tradingcalcmcp · otherCrypto perpetual futures calculator with 19 deterministic tools for liquidation, PnL, and position sizing across 7 exchanges.1 starNo one-command install · Source
330122.524nidonnaesanmcp · otherEnables reviewers to find sponsorship campaigns, assess their value, and generate application messages via a conversational interface. It integrates…1 starNo one-command install · Source
330122.524trammelmcp · otherAI task planner for coding assistants that breaks goals into ordered steps, verifies each step with isolated test runs, learns from failures, and…1 starNo one-command install · Source
330122.524multimail-dev-thinkingmcp · otherExtract and query cognitive patterns, decision heuristics, and mental models from conversations in a typed knowledge graph.1 starNo one-command install · Source
330122.524atag-mcpmcp · otherProvides guidance on the W3C Authoring Tool Accessibility Guidelines (ATAG 2.0) to help authoring tool developers build accessible software.1 starNo one-command install · Source
330122.524kud-mcp-harness-fmemcp · otherEnables reading and toggling feature flags, managing environments, segments, and change requests for Harness FME (Split.io).1 starNo one-command install · Source
330122.524noc-mcpservermcp · otherExposes a tool to convert JSON samples into equivalent C# class definitions using NiceOneCode's converter. AI assistants can call directly without…1 starNo one-command install · Source
330122.524mind-guide-mcpmcp · otherConnects users to mental health counseling centers and welfare programs based on location and situation, prioritizing crisis resources.1 starNo one-command install · Source
330122.524askcyborgmcp · otherAnalyst-debate company research: structured reports, investment scores, and audio briefings on public and private companies.1 starNo one-command install · Source
330122.524visio-mcpmcp · otherDrives Microsoft Visio desktop via COM automation to create, style, and layout diagrams such as flowcharts and cloud architecture, then exports PNGs…1 starNo one-command install · Source
330122.524social-publisher-mcpmcp · otherA local MCP service for safely preparing, validating, and executing multi-platform social media auto-publishing, with dry-run mode and real adapter…1 starNo one-command install · Source
330122.524typewriter-mcpmcp · otherEnables AI assistants to read and edit storylines for the Typewriter Minecraft plugin, including pages, dialogues, facts, and triggers, over websocket…1 starNo one-command install · Source
330122.524cynco-tech-accountingmcp · otherAI-native accounting tool providing 52 tools across 14 domains for financial data management.1 starNo one-command install · Source
330122.524taproot-mcpmcp · otherEnables managing SSH-managed clusters with tools for executing commands, file operations, and tmux sessions across multiple nodes.1 starNo one-command install · Source
330122.524tronbyt-mcpmcp · otherLets your AI assistant control and display text/images on a Tidbyt or Tronbyt LED sign via the MCP protocol.1 starNo one-command install · Source
330122.524coronium-proxy-mcpmcp · otherEnables management of 4G/5G mobile proxies from Coronium.io, allowing users to list, rotate, replace, set rotation intervals, buy, renew, and manage…1 starNo one-command install · Source
330122.524keti-flow-mcpmcp · otherEnables querying optimal control values (angle for blowers, control for pumps) to minimize power given a required flow rate, using machine learning…1 starNo one-command install · Source
330122.524ratebook-mcpmcp · otherProvides electricity tariff queries and rate calculations for US utilities, enabling cost estimation and optimal charging schedules.1 starNo one-command install · Source
330122.524ltchiptool-mcpmcp · otherEnables chip-level firmware extraction and analysis for BK7231 family IoT devices via UART, supporting flash dumping, decryption, and partition…1 starNo one-command install · Source
330122.524dstoolsmcp · otherAugments DeepSeek-V4 with image understanding and deep research capabilities via MCP, enabling vision and web research tools.1 starNo one-command install · Source
330122.524dsvlab-mcpmcp · otherEnables AI to programmatically control DS-VLAB circuit testing environment for automated testing.1 starNo one-command install · Source
330122.524embedded-mcpmcp · otherLets AI assistants read, command, and debug microcontrollers over a serial connection via MCP. Provides tools for serial port discovery, reading…1 starNo one-command install · Source
330122.524risbridge-mcpmcp · otherEnables users to run Slurm jobs on WashU RIS Compute2 cluster by describing their intent in plain English, without requiring SSH or Slurm knowledge.1 starNo one-command install · Source
330122.524power-automate-mcpmcp · otherEnables AI assistants to edit Power Automate cloud flows live, including reading/writing flow definitions, managing connectors, and syncing changes…1 starNo one-command install · Source
330122.524windeep-computer-controlmcp · otherWindows原生桌面自动化MCP服务器，提供22个工具用于窗口管理、输入控制、截图、OCR和智能元素匹配。1 starNo one-command install · Source
330122.524unicode-puzzlesmcp · otherCreates and manages steganography puzzles that hide messages within Unicode characters, offering template-based generation with configurable…1 starNo one-command install · Source
330122.524genflowai-codex-pluginmcp · otherGenflowAI for Codex helps creators, ecommerce teams, and marketing teams find reusable AI creative workflow templates, list their own saved workflows…1 starNo one-command install · Source
330122.524retail-mcpmcp · otherConnects AI clients to retail customer, inventory, sales, order, and support capabilities through the Model Context Protocol.1 starNo one-command install · Source
330122.524tactualmcp · otherScreen-reader navigation cost analyzer that scores assistive technology user effort to find and operate web content.1 starNo one-command install · Source
330122.524rviz-map-image-mcpmcp · otherConverts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and provides tools for map metadata, coordinate conversion, corner goal…1 starNo one-command install · Source
330122.524solidworks-mcp-promcp · otherEnables connecting MCP clients to local SolidWorks for automated 3D part creation, template generation, file export, and basic review via natural…1 starNo one-command install · Source
330122.524ssw-workforce-intelligence-mcpmcp · otherEnables workforce and labor market analysis for Specified Skilled Workers in Japan by aggregating public census data to provide regional and industry…1 starNo one-command install · Source
330122.524csoai-org-csoai-governance-crosswalk-mcpmcp · otherCross-framework AI governance mapping and compliance crosswalk tools.1 starNo one-command install · Source
330122.524congressional-trade-signalsmcp · otherEnables querying of U.S. congressional stock trade data, including price history, recent trades, buy signals, stock activity, and politician activity…1 starNo one-command install · Source
330122.524csoai-org-explainability-report-mcpmcp · otherTools for generating AI model explainability reports and feature attribution analysis.1 starNo one-command install · Source
330122.524voice-audio-mcpmcp · otherEnables text-to-speech, voice cloning, audio generation, and transcription using Kokoro TTS and Whisper STT.1 starNo one-command install · Source
330122.524csoai-org-sbom-cyclonedxmcp · otheralso listed as sbom-cyclonedx-mcpGenerates and validates Software Bill of Materials in CycloneDX 1.6 and SPDX 2.3 formats for regulatory compliance.1 starNo one-command install · Source
330122.524meok-attestation-verifymcp · otherVerifies MEOK AI Labs compliance attestations (DORA, NIS2, CRA, EU AI Act, etc.) using HMAC-SHA256. Enables piping a signed certificate on stdin to…1 starNo one-command install · Source
330122.524fda-ai-ml-samd-compliance-mcpmcp · otherEnables FDA AI/ML SaMD compliance management, including regulatory pathway classification and PCCP template generation.1 starNo one-command install · Source
330122.524csoai-org-dora-compliance-mcpmcp · otherTools for Digital Operational Resilience Act compliance and documentation.1 starNo one-command install · Source
330122.524tiktapdown-mcpmcp · otherTikTok creator toolkit for AI assistants. Four tools: download watermark-free videos by URL, look up curated 15-hashtag sets for 15 niches with…1 starNo one-command install · Source
330122.524sentor-mcpmcp · otherConnects entity-based sentiment analysis, document clustering, and topic naming to MCP-compatible AI assistants.1 starNo one-command install · Source
330122.524coderegistrymcp · otherEnterprise code intelligence for M&A, security audits, and technical debt analysis.1 starNo one-command install · Source
330122.524daedalus-pymetasploit3mcp · otheralso listed as mcp-pymetasploit3Exposes Metasploit Framework capabilities via pymetasploit3 for exploit management and penetration testing.1 starNo one-command install · Source
330122.524theyahia-cdekmcp · otherIntegrates with CDEK for tariff calculation, order management, and shipment tracking.1 starNo one-command install · Source
330122.524ecommapimcp · otherEnables AI-powered analysis of e-commerce products and sales data, proposing price and description changes that require human approval before being…1 starNo one-command install · Source
330122.524numertel-mcpmcp · otherPolish phone number lookup: who called, spam and scam checks, UKE DNO registry, CERT phishing stats1 starNo one-command install · Source
330122.524guardxmcp · otherA keyless, defensive code-security auditor that scans codebases for hardcoded secrets, audits dependencies for known CVEs, and checks passwords…1 starNo one-command install · Source
330122.524toolstem-sec-intelligencemcp · otherDelivers pre-computed financial intelligence from SEC EDGAR filings including insider signals, institutional activity, and material events digests.1 starNo one-command install · Source
330122.524climate-peer-comparisonmcp · otherGenerates peer comparison reports on emissions trends, reduction targets, and gaps for companies in a given SICS sector/sub-sector using live data…1 starNo one-command install · Source
330122.524gh-oborchers-tablestakesmcp · otherRead and edit HTML and Markdown tables in GitBook-synced documents with token-efficient pipe format conversion.1 starNo one-command install · Source
330122.524com-wpwriter-wordpressmcp · otherConnects self-hosted WordPress sites to AI assistants for content creation, SEO, media management, and WooCommerce via 163 tools across 33 categories.1 starNo one-command install · Source
330122.524mcp-kr-g2bmcp · otherEnables AI assistants to query and analyze Korean public procurement data from the Korea Public Procurement Service (G2B/Nuri) via 14 services and 156…1 starNo one-command install · Source
330122.524dev-mcpmcp · otherTurns AI assistants into active Technical Project Managers by providing a persistent project brain and workflow tools for onboarding, session…1 starNo one-command install · Source
330122.524capitol-trades-mcpmcp · otherEnables querying and analysis of US congressional stock-trade disclosures from capitoltrades.com, providing tools for filtering, ranking, and…1 starNo one-command install · Source
330122.524dingjie-erp-mcpmcp · otherEnables AI assistants to query and operate Dingjie ERP system via natural language, covering procurement, sales, and material management.1 starNo one-command install · Source
330122.524open-source-literature-mcpmcp · otherEnables automatic literature discovery, screening, and ranking across OpenAlex, Semantic Scholar, and arXiv, with tools for exporting to Zotero and…1 starNo one-command install · Source
330122.524microbefunction-mcpmcp · otherSupports querying and downloading MGnify genome data and performing KEGG functional annotation and module completeness analysis for microbial genomes.1 starNo one-command install · Source
330122.524siglent-sds-mcpmcp · otherEnables AI tools to remotely control a SIGLENT SDS800X HD series oscilloscope, configure acquisition, capture waveforms, and analyze signal quality…1 starNo one-command install · Source
330122.524solguardmcp · otherOn-chain Solana token safety MCP — screens SPL / Token-2022 tokens for rug-pull and honeypot patterns (mint/freeze authority, liquidity, holders…1 starNo one-command install · Source
330122.524beebjit-mcpmcp · otherLets an AI application instantiate, connect to, drive, capture output from, and interrogate a real BBC Micro emulator.1 starNo one-command install · Source
330122.524proprius-labs-pocketscoutmcp · otherAggregates structural, chemical, and literature data to evaluate druggable protein binding pockets for drug discovery.1 starNo one-command install · Source
330122.524tradingview-mcp-indiamcp · otherEnables Indian stock-market (NSE/BSE) analysis via TradingView data, including top gainers, technical analysis, and backtesting tools.1 starNo one-command install · Source
330122.524coer-nucleusmcp · otherMaps any niche domain into a structured talent and ecosystem landscape using the CoER method. Enables MCP clients to read landscapes and contribute…1 starNo one-command install · Source
330122.524ssh-mcp-2mcp · otherEnables SSH interactive session management through MCP, supporting commands, menus, and session lifecycle operations.1 starNo one-command install · Source
330122.524swiggy-deal-findermcp · otherFinds the cheapest nearby option for a dish on your own Swiggy account, ranked by final post-coupon payable amount.1 starNo one-command install · Source
330122.524pwsh-execmcp · otherEnables running PowerShell commands on Windows via a single tool, returning raw stdout/stderr and exit code.1 starNo one-command install · Source
330122.524wwise-mcpmcp · otherEnables natural language control of Wwise audio middleware, allowing project auditing, batch editing, event creation, and reference checking through…1 starNo one-command install · Source
330122.524cliqo-mcpmcp · otherEnables users to manage short links via cliqo.link, including creating, listing, viewing, and revoking links, as well as checking credit balances.1 starNo one-command install · Source
330122.524topease-customs-datamcp · other全球海关贸易数据MCP服务器，支持按企业名称、产品关键字、HS编码等多维度查询238个国家/地区的进出口贸易数据。1 starNo one-command install · Source
330122.524ctrl-mcpmcp · otherThe on-chain automation layer. Live on Base. Automate your workflows with the CTRL MCP. Sign once. Execute forever.1 starNo one-command install · Source
330122.524delta-mcpmcp · otherToken-efficient MCP reimplementation with progressive tool discovery, result handling, and compact wire encoding, reducing token usage by up to 89% on…1 starNo one-command install · Source
330122.524unit-converter-mcpmcp · otherConverts units, currencies, timezones, and dates with a generous free tier of 500 calls/month.1 starNo one-command install · Source
330122.524world-bank-economic-mcpmcp · otherProvides macro-economic data from World Bank, IMF, FRED, OECD, and RBI through a unified get_indicator interface.1 starNo one-command install · Source
330122.524taiwan-payrollmcp · otherTaiwan statutory payroll calculation — labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age…1 starNo one-command install · Source
330122.524markdownpointermcp · otheralso listed as yotsuda-markdownpointerEnables AI to open, navigate, and export Markdown documents, and to import/export PPTX files.1 starNo one-command install · Source
330122.524linguamcpmcp · otherServes daily language lessons from a structured curriculum, enabling natural practice through conversation with AI tutors that track progress.1 starNo one-command install · Source
330122.524hakimjonas-lambemcp · otherQuery, validate, and inspect JSON, YAML, TOML, HCL, XML, CSV, and TSV with a composable pipeline syntax.1 starNo one-command install · Source
330122.524libvirt-mcpmcp · otherEnables management of KVM/QEMU virtual machines on remote libvirt hosts via SSH, with tools for inspection, lifecycle management, snapshots, and…1 starNo one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

Leaderboard · Armory